Alternatives

Visions alternatives for AI agents.

Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.

Current skill

Visions

Type System for Data Analysis in Python

73
Quality
75
Trust
221
Stars
#1

Pandas

Similarity 150Trust 94Excellent 100

Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

49K starsJun 14, 2026 pushdata-analysisPythonData Analysis
$ npx skills add pandas-dev/pandas
#2

Data Science For Beginners

Similarity 143Trust 92Excellent 100

10 Weeks, 20 Lessons, Data Science for All!

36K starsJun 10, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add microsoft/Data-Science-For-Beginners
#3

Streamlit

Similarity 141Trust 92Excellent 100

Streamlit โ€” A faster way to build and share data apps.

45K starsJun 14, 2026 pushdata-analysisPythonData Analysis
$ npx skills add streamlit/streamlit
#4

Imbalanced Learn

Similarity 139Trust 92Excellent 100

A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning

7.1K starsJun 7, 2026 pushdata-analysisPythonData Analysis
$ npx skills add scikit-learn-contrib/imbalanced-learn
#5

Ipython

Similarity 134Trust 93Excellent 100

Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.

17K starsJun 15, 2026 pushdata-analysisPythonNotebook
$ npx skills add ipython/ipython
#6

Reflex

Similarity 133Trust 92Excellent 100

๐Ÿ•ธ๏ธ Web apps in pure Python ๐Ÿ

29K starsJun 13, 2026 pushdata-analysisPythonData Analysis
$ npx skills add reflex-dev/reflex
#7

Scikit Learn

Similarity 133Trust 90Excellent 100

scikit-learn: machine learning in Python

66K starsJun 17, 2026 pushdata-analysisPythonData Analysis
$ npx skills add scikit-learn/scikit-learn
#8

Akshare

Similarity 133Trust 92Excellent 100

AKShare is an elegant and simple financial data interface library for Python, built for human beings! ๅผ€ๆบ่ดข็ปๆ•ฐๆฎๆŽฅๅฃๅบ“

20K starsMay 27, 2026 pushdata-analysisPythonData Analysis
$ npx skills add akfamily/akshare
#9

Statsmodels

Similarity 132Trust 92Excellent 100

Statsmodels: statistical modeling and econometrics in Python

11K starsJun 12, 2026 pushdata-analysisPythonData Analysis
$ npx skills add statsmodels/statsmodels
#10

Best Of Ml Python

Similarity 127Trust 92Excellent 100

๐Ÿ† A ranked list of awesome machine learning Python libraries. Updated weekly.

24K starsJun 11, 2026 pushdata-analysisData AnalysisClaude Code
$ npx skills add lukasmasuch/best-of-ml-python
#11

Matplotlib

Similarity 126Trust 88Excellent 100

matplotlib: plotting with Python

23K starsJun 16, 2026 pushdata-analysisPythonData Visualization
$ npx skills add matplotlib/matplotlib
#12

OpenRefine

Similarity 126Trust 93Excellent 100

OpenRefine is a free, open source power tool for working with messy data and improving it

12K starsJun 12, 2026 pushdata-analysisJavaData Analysis
$ npx skills add OpenRefine/OpenRefine
#13

Gradio

Similarity 126Trust 94Excellent 100

Build and share delightful machine learning apps, all in Python. ๐ŸŒŸ Star to support our work!

43K starsJun 17, 2026 pushdata-analysisPythonData Analysis
$ npx skills add gradio-app/gradio
#14

Numpy 100

Similarity 126Trust 90Excellent 100

100 numpy exercises (with solutions)

14K starsApr 29, 2026 pushdata-analysisPythonNotebook
$ npx skills add rougier/numpy-100
#15

Scientific Agent Skills

Similarity 125Trust 93Excellent 100

Turn any AI agent into an AI Scientist. The #1 Agent Skills library for science, used by 160,000+ scientists worldwide. 140 ready-to-use skills plus 100+ scientific databases covering biology, chemistry, medicine, and drug discovery. Compatible with Cursor, Claude Code, Codex, Pi, Antigravity, and the open Agent Skills standard.

30K starsJul 1, 2026 pushdata-analysisPythonData Analysis
$ npx skills add K-Dense-AI/scientific-agent-skills
#16

Sqlfluff

Similarity 125Trust 91Excellent 100

A modular SQL linter and auto-formatter with support for multiple dialects and templated code.

9.8K starsJun 19, 2026 pushdata-analysisPythonSQL
$ npx skills add sqlfluff/sqlfluff

How to choose

When should you switch?

Use an alternative when it has a clearer install path, higher trust score, fresher maintenance, or better platform fit for your current agent stack. Keep Visions if it already passes your workflow test and repository review.

Next step

Compare top candidates side by side

Open the compare page, test the install commands in a sandbox, and check each repository before using a skill in production.